{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "from elasticsearch import Elasticsearch, helpers\n",
    "import requests\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "from sklearn.datasets import make_blobs\n",
    "plt.style.use('default')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Outlier Detection by Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Outlier detection has been available in machine learning since 7.2 - what follows is a demonstration about how to create outlier detection analyses and how to analyze the results.\n",
    "\n",
    "For the sake of demonstration, we'll be using an artifical two-dimensional dataset that I've created using `numpy` and `scikit-learn`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_dim = 2\n",
    "n_samples = 2500\n",
    "data = make_blobs(centers=[[-1, -1], [3, 1]],\n",
    "                  cluster_std=[1.25, 0.5],\n",
    "                  n_samples=n_samples,\n",
    "                  n_features=n_dim)[0]\n",
    "\n",
    "# add outliers from a uniform distribution [-6,6]\n",
    "n_outliers = 99\n",
    "rng = np.random.RandomState(19)\n",
    "outliers = rng.uniform(low=-5, high=5, size=(n_outliers, n_dim))\n",
    "\n",
    "# add the outliers back into the data\n",
    "data = np.concatenate([data, outliers], axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset contains 2500 points normally-distributed around two main clusters centers at `(-1, -1)` and `(3, 1)`. Scikit-learn's `make_blobs` method allows us to control the standard deviations of each cluster, which I've set to `1.25` and `0.5`, respectively. This allows us to see how outlier detection functions on data with differing densities.\n",
    "\n",
    "After making the data clusters, we introduce 99 new points, with `x` and `y` locations randomly sampled from a uniform distribution. Some of these points will fall well outside the clusters we created and should be deemed outliers; others will lie within the clusters and appear as normal points.\n",
    "\n",
    "In the visualization below the added points are marked with an orange `X` and the original points are marked as blue dots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6,6), facecolor='white')\n",
    "plt.scatter(data[:2500, 0], data[:2500, 1], alpha=0.25, cmap='cool', marker='.', s=91)\n",
    "plt.scatter(data[2500:, 0], data[2500:, 1], alpha=0.5, cmap='cool', marker='x', s=91)\n",
    "plt.clim(0,1)\n",
    "plt.grid(True)\n",
    "\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.yaxis.grid(color='gray', alpha=0.25, linestyle='dashed')\n",
    "ax.xaxis.grid(color='gray', alpha=0.25, linestyle='dashed')\n",
    "\n",
    "ax.set_axisbelow(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Elasticsearch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Index Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use the [elasticsearch python client](https://github.com/elastic/elasticsearch-py) to ingest this data into elasticsearch. This step requires a local elasticsearch cluster running on port `9200`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2599, [])"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "host = \"http://localhost:9200\"\n",
    "es = Elasticsearch(host)\n",
    "\n",
    "# take our iteratble, data, and build a generator to pass to elasticsearch-py's helper function\n",
    "def gen_blobs():\n",
    "    for point in data:\n",
    "        yield {\n",
    "            \"_index\": \"blobs\",\n",
    "            \"_type\": \"document\",\n",
    "            \"x\": point[0],\n",
    "            \"y\": point[1]\n",
    "        }\n",
    "\n",
    "helpers.bulk(es, gen_blobs())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Outlier Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will send a request to elasticsearch to create our outlier analysis. The configuration for the analysis requires the following:\n",
    "\n",
    "* a `source` index. This is the index `blobs` that we just ingested. Optionally, we can add a query to our index to just run outlier detection on a subset of the data.\n",
    "* a `dest` index. The data from `source` will be reindexed into the destination index and the outlier detection analysis will add the results directly to this index.\n",
    "* the `analysis` configuration. Here we're specifying that we want to run `outlier-detection`. Other options include `regression` and `classification`.\n",
    "* an `analyzed_fields` object that instructs the analysis which fields to include and exclude."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'id': 'blobs-outlier-detection', 'source': {'index': ['blobs'], 'query': {'match_all': {}}}, 'dest': {'index': 'blobs-outliers', 'results_field': 'ml'}, 'analysis': {'outlier_detection': {'compute_feature_influence': True, 'outlier_fraction': 0.05, 'standardization_enabled': True}}, 'analyzed_fields': {'includes': ['x', 'y'], 'excludes': []}, 'model_memory_limit': '1gb', 'create_time': 1575655434830, 'version': '7.6.0', 'allow_lazy_start': False}\n"
     ]
    }
   ],
   "source": [
    "api = \"/_ml/data_frame/analytics/blobs-outlier-detection\"\n",
    "config = {\n",
    "    \"source\": {\n",
    "        \"index\": \"blobs\",\n",
    "        \"query\": {\"match_all\": {}}\n",
    "    },\n",
    "    \"dest\": {\n",
    "        \"index\": \"blobs-outliers\"\n",
    "    },\n",
    "    \"analysis\": {\n",
    "        \"outlier_detection\": {}\n",
    "    },\n",
    "    \"analyzed_fields\": {\n",
    "        \"includes\": [\"x\", \"y\"],\n",
    "        \"excludes\": []\n",
    "    }\n",
    "}\n",
    "\n",
    "print(requests.put(host+api, json=config).json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Start Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'acknowledged': True}\n"
     ]
    }
   ],
   "source": [
    "api = \"/_ml/data_frame/analytics/blobs-outlier-detection/_start\"\n",
    "print(requests.post(host+api).json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The analysis should complete in less that a minute."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that our analysis is finished, let's view the results. We'll pull the data back into python using the `helpers.scan()` method from the elasticsearch python client. We see that our new `blobs-outliers` index contains information output by the outlier detection analysis:\n",
    "\n",
    "* `ml.outlier_score`: the overall outlier score of the data point representated as a value between `0` and `1`.\n",
    "* `ml.feature_influence.x`: the influence that the field `x` had on the outlier score representated as a value between `0` and `1`.\n",
    "* `ml.feature_influence.y`: the influence that the field `y` had on the outlier score representated as a value between `0` and `1`.\n",
    "\n",
    "For more information about how outlier scores and feature influence are calculated, please see the [Outlier Detection Documentation](https://www.elastic.co/guide/en/elastic-stack-overview/current/dfa-outlier-detection.html). And if you're especially curious about how our modeling compares to other outlier detection models out there, have a look at this recent blog post where we [benchmarked our outlier detection](https://www.elastic.co/blog/benchmarking-outlier-detection-in-elastic-machine-learning) against many other algorithms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [],
   "source": [
    "es_data = []\n",
    "for blob in  helpers.scan(es, index='blobs-outliers'):\n",
    "    obj = [\n",
    "        blob['_source']['x'], \n",
    "        blob['_source']['y'], \n",
    "        blob['_source']['ml']['outlier_score'], \n",
    "        blob['_source']['ml'].get('feature_influence.x', 0),\n",
    "        blob['_source']['ml'].get('feature_influence.y', 0)\n",
    "    ]\n",
    "    es_data.append(obj)\n",
    "\n",
    "es_data = np.asarray(es_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can view our original data again, this time coloring the points based on their outlier score. Here, blue values correspond to low scores, and pink values correspond to high scores.\n",
    "\n",
    "We can see how our cluster densities affect the scoring. There appears to be a marked increase in outlier scores for points just outside the right cluster. Compare this to the less clearly defined border of the left cluster; we can see that the increase in scores is less drastic for points spreading away from the cluster.\n",
    "\n",
    "Also note the high scores for points that sit on the edges of the figure - these points lie far away from both clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,7), facecolor='white')\n",
    "plt.scatter(es_data[:, 0], es_data[:, 1], c=es_data[:, 2], cmap='cool', marker='.')\n",
    "plt.clim(0,1)\n",
    "plt.grid(True)\n",
    "cb = plt.colorbar()\n",
    "cb.outline.set_visible(False)\n",
    "cb.ax.get_yaxis().labelpad = 25\n",
    "cb.ax.set_ylabel('outlier score', rotation=270)\n",
    "\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.yaxis.grid(color='gray', alpha=0.25, linestyle='dashed')\n",
    "ax.xaxis.grid(color='gray', alpha=0.25, linestyle='dashed')\n",
    "\n",
    "ax.set_axisbelow(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's overlay feature influence on this visualization. Below, we see the same points with ellipses whose width and height correspond to the influence of `x` and `y`, respectively, on that points outlier score.\n",
    "\n",
    "Note how the ellipses in the upper left of our space are almost circular - they are outlier because the sit far away from the clusters in both the `x` and `y` dimensions. Ellipses in the upper right (above the right cluster) are so narrow that they appear almost as lines - this is because their `x` values fall well within the range of `x` values for the right cluster, while their `y` values abnormally exceed the typical `y` values of points in the right cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Ellipse\n",
    "\n",
    "cmap = matplotlib.cm.get_cmap('cool')\n",
    "fig, ax = plt.subplots(figsize=(10,7), facecolor='white')\n",
    "ell = [[Ellipse(xy = (blob[0], blob[1]), width=blob[3], height=blob[4]), blob[2]] for blob in es_data if blob[2]>0.5]\n",
    "\n",
    "for e in ell:\n",
    "    ax.add_artist(e[0])\n",
    "    e[0].set_clip_box(ax.bbox)\n",
    "    e[0].set_alpha(0.25)\n",
    "    e[0].set_facecolor(cmap(e[1]))\n",
    "    \n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.yaxis.grid(color='gray', alpha=0.25, linestyle='dashed')\n",
    "ax.xaxis.grid(color='gray', alpha=0.25, linestyle='dashed')\n",
    "\n",
    "plt.scatter(es_data[:, 0], es_data[:, 1], c=es_data[:, 2], cmap='cool', marker='.')\n",
    "cb = plt.colorbar()\n",
    "cb.outline.set_visible(False)\n",
    "cb.ax.get_yaxis().labelpad = 25\n",
    "cb.ax.set_ylabel('outlier score', rotation=270)\n",
    "    \n",
    "ax.set_xlim(-6, 6)\n",
    "ax.set_ylim(-6, 6);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
